{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import sys\n",
    "sys.path.insert(0, '/Users/sundong/Desktop/个人/AQF/gitcafe/abu/')\n",
    "from abupy import ABuSymbolPd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>close</th>\n",
       "      <th>volume</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>p_change</th>\n",
       "      <th>date</th>\n",
       "      <th>date_week</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "      <th>key</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-12-24</th>\n",
       "      <td>313.5</td>\n",
       "      <td>314.50</td>\n",
       "      <td>295.195</td>\n",
       "      <td>295.39</td>\n",
       "      <td>5559913</td>\n",
       "      <td>319.77</td>\n",
       "      <td>-7.624</td>\n",
       "      <td>20181224</td>\n",
       "      <td>0</td>\n",
       "      <td>18.7935</td>\n",
       "      <td>19.6343</td>\n",
       "      <td>314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-26</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>295.39</td>\n",
       "      <td>10.393</td>\n",
       "      <td>20181226</td>\n",
       "      <td>2</td>\n",
       "      <td>20.0741</td>\n",
       "      <td>21.4004</td>\n",
       "      <td>315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-27</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181227</td>\n",
       "      <td>3</td>\n",
       "      <td>21.2382</td>\n",
       "      <td>22.9310</td>\n",
       "      <td>316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-28</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181228</td>\n",
       "      <td>4</td>\n",
       "      <td>22.2966</td>\n",
       "      <td>24.2575</td>\n",
       "      <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>300.0</td>\n",
       "      <td>326.97</td>\n",
       "      <td>294.090</td>\n",
       "      <td>326.09</td>\n",
       "      <td>8163138</td>\n",
       "      <td>326.09</td>\n",
       "      <td>0.000</td>\n",
       "      <td>20181231</td>\n",
       "      <td>0</td>\n",
       "      <td>23.2587</td>\n",
       "      <td>25.4072</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             open    high      low   close   volume  pre_close  p_change  \\\n",
       "2018-12-24  313.5  314.50  295.195  295.39  5559913     319.77    -7.624   \n",
       "2018-12-26  300.0  326.97  294.090  326.09  8163138     295.39    10.393   \n",
       "2018-12-27  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "2018-12-28  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "2018-12-31  300.0  326.97  294.090  326.09  8163138     326.09     0.000   \n",
       "\n",
       "                date  date_week    atr21    atr14  key  \n",
       "2018-12-24  20181224          0  18.7935  19.6343  314  \n",
       "2018-12-26  20181226          2  20.0741  21.4004  315  \n",
       "2018-12-27  20181227          3  21.2382  22.9310  316  \n",
       "2018-12-28  20181228          4  22.2966  24.2575  317  \n",
       "2018-12-31  20181231          0  23.2587  25.4072  318  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取特斯拉电动车两年的股票\n",
    "tsla_df = ABuSymbolPd.make_kl_df('usTSLA', n_folds=2)\n",
    "tsla_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sundong/anaconda3/envs/learn/lib/python3.6/site-packages/pandas/plotting/_matplotlib/converter.py:102: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n",
      "\n",
      "To register the converters:\n",
      "\t>>> from pandas.plotting import register_matplotlib_converters\n",
      "\t>>> register_matplotlib_converters()\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# \n",
    "def plot_demo(axs = None, just_series = False):\n",
    "    '''绘制收盘价格曲线\n",
    "    axs 为子画布\n",
    "    just_series 是否只绘制一条收盘曲线使用Series\n",
    "    \n",
    "    如果参数使用子画布则使用子画布绘制\n",
    "    '''\n",
    "    drawer = plt if axs is None else axs\n",
    "    drawer.plot(tsla_df.close, c='r')\n",
    "    if not just_series:\n",
    "            '''为了使曲线不重叠，y变量增加了10个单位'''\n",
    "            '''numpy对象 tsla_df.close.index + tsla_df.close.values, 绿色'''\n",
    "            drawer.plot(tsla_df.close.index, tsla_df.close.values+10, c='g')\n",
    "            '''为了使曲线不重叠 y 增加了20个单位'''\n",
    "            '''list 对象 numpy.tolist()将Numpy对象转换为list对象 蓝色'''\n",
    "            drawer.plot(tsla_df.close.index.tolist(), (tsla_df.close.values+20).tolist(),c='b')\n",
    "    plt.xlabel('time')\n",
    "    plt.ylabel('close')\n",
    "    plt.title('TSLA CLOSE')\n",
    "    '''grid 是否使用网格'''\n",
    "    plt.grid(True)\n",
    "plot_demo()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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